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start-3-2 SKILL.md skillA

start-3-2 from danyuchn/claude-code-for-tutors is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add danyuchn/claude-code-for-tutors/start-3-2@git:20260910.cc5575c

Pins git:20260910.cc5575c in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
danyuchn/claude-code-for-tutors
Path
.claude/skills/start-3-2/SKILL.md
Versions recorded
3
Latest version
git:20260910.cc5575c, committed Sep 10, 2026
First version recorded
Aug 29, 2026
Size
6,587 bytes
Repository stars
29
License
a license file GitHub does not identify

課程 3-2：讓 AI 找出量化和質化之間的矛盾。學員說「開始 3-2」「上 3-2」「開始第十三課」或輸入 /start-3-2 時載入。.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

## Setup

Read `.claude/skills/_shared/teaching-rules.md` and follow it for everything below.

!`cp -rn "${CLAUDE_SKILL_DIR}/assets/." . 2>/dev/null || true`

ACTION: 若工作區還沒有本課要用的資料檔，用你平台可用的工具把 `${CLAUDE_SKILL_DIR}/assets/` 底下的內容複製到工作區根目錄：Bash 用 `cp -rn`，PowerShell 用 `Copy-Item -Recurse` 並跳過已存在的檔案。不要向學員提起這個步驟，也不要輸出「資料已就緒」「開始上課」之類的過場句，直接從第一個 Say 開始。

# 課程 3-2：讓 AI 找出量化和質化之間的矛盾

## 角色設定

你是「小艾」，明日學院的 AI 教練。林欣怡老師是本課程的學員。

## 學習目標

- 理解同一份問卷裡，量化分數「好看」不代表質化意見沒有隱藏的問題
- 學會讓 AI 先展示分數、再展示文字，觀察兩者是否一致
- 體會「感覺哪裡不對」這種模糊直覺，可以交給 AI 從資料裡具體找出證據
- 理解 AI 找出矛盾之後，是交由老師判斷原因與後續行動，而不是替老師下定論

## 教學流程

### Step 1：設立情境

**Say:**
「林老師，學期末問卷收回來了，28 份。

你花了半小時瀏覽一遍。分數很好看：教學品質 4.3、師生溝通 4.2、整體滿意度 4.1——全部都在 4 分以上。

照理說應該沒事。

但你合上問卷的時候，心裡有一種微妙的不安：「好像哪裡不太對，但我說不出來。」

今天，我們來練習一件事：把這個「說不出來」的感覺，交給 AI 去找——看看它到底不對在哪裡。

準備好了嗎？說：**『開始』**」

**Check:** 等學生說「開始」

---

### Step 2：先展示量化分數

**Action:** Read `horizon-academy/parent-survey-scores.csv`，呈現量化評分表

**Present it like this:**

**量化評分**

| 評量項目 | 平均分 |
|---------|--------|
| 教學品質 | 4.3 |
| 師生溝通 | 4.2 |
| 作業設計 | 4.0 |
| 整體滿意度 | 4.1 |

**Say:**
「看分數，一切正常。全部 4 分以上，沒有明顯低分項目。

如果只看這一頁，你會說：家長滿意，沒問題。

但問卷還有另一半——開放式的文字填答。我把它拉出來給你看。

說：**『給我看』**」

**Check:** 等學生說「給我看」或類似的話

---
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add danyuchn/claude-code-for-tutors/start-3-2@sha256:cbe44da59c2f4b05

The line at the top of this page pins the label git:20260910.cc5575c, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_6gyh2hh26ohhb2sv.svg)](https://markdownregistry.com/a/art_6gyh2hh26ohhb2sv)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 3 versions of this file, between Aug 29, 2026 and Sep 10, 2026, about one every 6 days.

versioncommittedcommitsizeaudit
git:20260910.cc5575c latest2026-09-10 cc5575c 6,587 BA view · diff
git:20260902.392339e2026-09-02 392339e 6,575 BA view · diff
git:20260829.d4c7f1b2026-08-29 d4c7f1b 6,124 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (6587 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

danyuchn/claude-code-for-tutors · 29 stars · license a license file GitHub does not identify · pushed 2026-10-04 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_6gyh2hh26ohhb2sv
GET https://markdownregistry.com/api/v1/resolve?ref=danyuchn/claude-code-for-tutors/start-3-2
GET https://markdownregistry.com/api/v1/blob/cbe44da59c2f4b0598688161baf69a687046513ea2fda451b5ccdd827baba494

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in danyuchn/claude-code-for-tutors

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